Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 7458 |
| Missing cells | 24729 |
| Missing cells (%) | 15.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.3 MiB |
| Average record size in memory | 184.0 B |
Variable types
| NUM | 21 |
|---|---|
| DATE | 1 |
Reproduction
| Analysis started | 2020-06-20 10:04:30.446569 |
|---|---|
| Analysis finished | 2020-06-20 10:07:06.964647 |
| Version | pandas-profiling v2.6.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Temp. (°C).1 is highly correlated with Temp. (°C) | High Correlation |
Temp. (°C) is highly correlated with Temp. (°C).1 and 1 other fields | High Correlation |
Temp. (°C).2 is highly correlated with Temp. (°C) | High Correlation |
UVA-Str. (W/m²) is highly correlated with Globalstr. (W/m²) and 1 other fields | High Correlation |
Globalstr. (W/m²) is highly correlated with UVA-Str. (W/m²) and 1 other fields | High Correlation |
UVB-Str. (W/m²) is highly correlated with Globalstr. (W/m²) and 1 other fields | High Correlation |
Temp. (°C) has 127 (1.7%) missing values | Missing |
Temp. (°C).1 has 124 (1.7%) missing values | Missing |
Temp. (°C).2 has 138 (1.9%) missing values | Missing |
Feuchte (%) has 471 (6.3%) missing values | Missing |
WG (m/s).1 has 111 (1.5%) missing values | Missing |
Druck (hPa) has 159 (2.1%) missing values | Missing |
Globalstr. (W/m²) has 175 (2.3%) missing values | Missing |
UVA-Str. (W/m²) has 204 (2.7%) missing values | Missing |
UVB-Str. (W/m²) has 205 (2.7%) missing values | Missing |
NO (µg/m³) has 748 (10.0%) missing values | Missing |
NO2 (µg/m³) has 761 (10.2%) missing values | Missing |
O3 (µg/m³) has 498 (6.7%) missing values | Missing |
SO2 (µg/m³) has 4322 (58.0%) missing values | Missing |
CO (mg/m³) has 6181 (82.9%) missing values | Missing |
Niederschlag (l/m²) has 489 (6.6%) missing values | Missing |
Str.-Bilanz (W/m²) has 731 (9.8%) missing values | Missing |
PM10 (µg/m³) has 1615 (21.7%) missing values | Missing |
PM2.5 (µg/m³) has 6007 (80.5%) missing values | Missing |
KFZ_ges has 1613 (21.6%) missing values | Missing |
Niederschlag (l/m²) has 3065 (41.1%) zeros | Zeros |
| Distinct count | 7457 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 116.5 KiB |
| Minimum | 2000-01-01 00:00:00 |
|---|---|
| Maximum | 2020-05-31 00:00:00 |
Histogram
| Distinct count | 3646 |
|---|---|
| Unique (%) | 49.7% |
| Missing | 127 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.035986280425591 |
|---|---|
| Minimum | -11.43 |
| Maximum | 31.46 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | -11.43 |
|---|---|
| 5-th percentile | -0.00049605 |
| Q1 | 6.2005 |
| median | 12.21 |
| Q3 | 17.8 |
| 95-th percentile | 23.785 |
| Maximum | 31.46 |
| Range | 42.89 |
| Interquartile range (IQR) | 11.5995 |
Descriptive statistics
| Standard deviation | 7.451711426 |
|---|---|
| Coefficient of variation (CV) | 0.6191193021 |
| Kurtosis | -0.6934315498 |
| Mean | 12.03598628 |
| Median Absolute Deviation (MAD) | 6.256346189 |
| Skewness | -0.07406485769 |
| Sum | 88235.81542 |
| Variance | 55.52800317 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 16.9 | 20 | 0.3% | |
| 6.1 | 18 | 0.2% | |
| 5.3 | 16 | 0.2% | |
| 11.2 | 16 | 0.2% | |
| 16.5 | 16 | 0.2% | |
| 13.4 | 15 | 0.2% | |
| 10.6 | 15 | 0.2% | |
| 17.2 | 15 | 0.2% | |
| 11.8 | 15 | 0.2% | |
| 14.9 | 15 | 0.2% | |
| Other values (3636) | 7170 | 96.1% | |
| (Missing) | 127 | 1.7% |
| Value | Count | Frequency (%) | |
| -11.43 | 1 | < 0.1% | |
| -10.69 | 1 | < 0.1% | |
| -10.14 | 1 | < 0.1% | |
| -9.505 | 1 | < 0.1% | |
| -9.356 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 31.46 | 1 | < 0.1% | |
| 31.42 | 1 | < 0.1% | |
| 30.18 | 1 | < 0.1% | |
| 30.06 | 1 | < 0.1% | |
| 30.04 | 1 | < 0.1% |
| Distinct count | 3139 |
|---|---|
| Unique (%) | 42.8% |
| Missing | 124 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.741979733160623 |
|---|---|
| Minimum | -7.732 |
| Maximum | 39.54 |
| Zeros | 8 |
| Zeros (%) | 0.1% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | -7.732 |
|---|---|
| 5-th percentile | 2.64125 |
| Q1 | 9.6905 |
| median | 16.95 |
| Q3 | 23.54 |
| 95-th percentile | 30.83 |
| Maximum | 39.54 |
| Range | 47.272 |
| Interquartile range (IQR) | 13.8495 |
Descriptive statistics
| Standard deviation | 8.826067819 |
|---|---|
| Coefficient of variation (CV) | 0.5271818483 |
| Kurtosis | -0.8065052719 |
| Mean | 16.74197973 |
| Median Absolute Deviation (MAD) | 7.446631837 |
| Skewness | 0.007748912133 |
| Sum | 122785.6794 |
| Variance | 77.89947315 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 21.2 | 16 | 0.2% | |
| 15.7 | 16 | 0.2% | |
| 17.4 | 15 | 0.2% | |
| 25 | 15 | 0.2% | |
| 20.7 | 14 | 0.2% | |
| 22.6 | 14 | 0.2% | |
| 12.6 | 14 | 0.2% | |
| 18.9 | 14 | 0.2% | |
| 13.7 | 14 | 0.2% | |
| 7.7 | 13 | 0.2% | |
| Other values (3129) | 7189 | 96.4% | |
| (Missing) | 124 | 1.7% |
| Value | Count | Frequency (%) | |
| -7.732 | 1 | < 0.1% | |
| -7.029 | 1 | < 0.1% | |
| -5.555 | 1 | < 0.1% | |
| -5.383 | 1 | < 0.1% | |
| -5.268 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 39.54 | 1 | < 0.1% | |
| 38.78 | 1 | < 0.1% | |
| 38.64 | 1 | < 0.1% | |
| 38.3 | 1 | < 0.1% | |
| 38.24 | 1 | < 0.1% |
| Distinct count | 3058 |
|---|---|
| Unique (%) | 41.8% |
| Missing | 138 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.934110150683059 |
|---|---|
| Minimum | -14.28 |
| Maximum | 24.2 |
| Zeros | 20 |
| Zeros (%) | 0.3% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | -14.28 |
|---|---|
| 5-th percentile | -2.8686 |
| Q1 | 2.888 |
| median | 8.0415 |
| Q3 | 13.22 |
| 95-th percentile | 18.0205 |
| Maximum | 24.2 |
| Range | 38.48 |
| Interquartile range (IQR) | 10.332 |
Descriptive statistics
| Standard deviation | 6.605726427 |
|---|---|
| Coefficient of variation (CV) | 0.8325730676 |
| Kurtosis | -0.5693015324 |
| Mean | 7.934110151 |
| Median Absolute Deviation (MAD) | 5.531777047 |
| Skewness | -0.183567796 |
| Sum | 58077.6863 |
| Variance | 43.63562162 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 20 | 0.3% | |
| 1.6 | 19 | 0.3% | |
| 17 | 19 | 0.3% | |
| 12 | 18 | 0.2% | |
| 15.4 | 18 | 0.2% | |
| 6.5 | 17 | 0.2% | |
| 12.8 | 17 | 0.2% | |
| 11.6 | 16 | 0.2% | |
| 5.3 | 16 | 0.2% | |
| 14.6 | 16 | 0.2% | |
| Other values (3048) | 7144 | 95.8% | |
| (Missing) | 138 | 1.9% |
| Value | Count | Frequency (%) | |
| -14.28 | 1 | < 0.1% | |
| -14.14 | 1 | < 0.1% | |
| -14.09 | 1 | < 0.1% | |
| -13.87 | 1 | < 0.1% | |
| -13.62 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 24.2 | 1 | < 0.1% | |
| 23.92 | 1 | < 0.1% | |
| 23.9 | 1 | < 0.1% | |
| 23.4 | 1 | < 0.1% | |
| 23.19 | 1 | < 0.1% |
| Distinct count | 3303 |
|---|---|
| Unique (%) | 47.3% |
| Missing | 471 |
| Missing (%) | 6.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.40236716473451 |
|---|---|
| Minimum | 0.05195 |
| Maximum | 95.03 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 0.05195 |
|---|---|
| 5-th percentile | 45.96 |
| Q1 | 57.455 |
| median | 67.27 |
| Q3 | 75.6 |
| 95-th percentile | 84.8 |
| Maximum | 95.03 |
| Range | 94.97805 |
| Interquartile range (IQR) | 18.145 |
Descriptive statistics
| Standard deviation | 12.03454345 |
|---|---|
| Coefficient of variation (CV) | 0.1812366631 |
| Kurtosis | -0.404531555 |
| Mean | 66.40236716 |
| Median Absolute Deviation (MAD) | 9.974396244 |
| Skewness | -0.2501397089 |
| Sum | 463953.3394 |
| Variance | 144.830236 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 72.6 | 15 | 0.2% | |
| 79.8 | 13 | 0.2% | |
| 74 | 13 | 0.2% | |
| 56.4 | 13 | 0.2% | |
| 77.2 | 12 | 0.2% | |
| 76.4 | 12 | 0.2% | |
| 73 | 12 | 0.2% | |
| 70.8 | 12 | 0.2% | |
| 75.2 | 12 | 0.2% | |
| 73.1 | 11 | 0.1% | |
| Other values (3293) | 6862 | 92.0% | |
| (Missing) | 471 | 6.3% |
| Value | Count | Frequency (%) | |
| 0.05195 | 1 | < 0.1% | |
| 0.05743 | 1 | < 0.1% | |
| 26.7 | 1 | < 0.1% | |
| 28.63 | 1 | < 0.1% | |
| 29.02 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 95.03 | 1 | < 0.1% | |
| 94.12 | 1 | < 0.1% | |
| 93.9 | 1 | < 0.1% | |
| 93.49 | 1 | < 0.1% | |
| 93.26 | 1 | < 0.1% |
WG (m/s)
Real number (ℝ≥0)
| Distinct count | 5699 |
|---|---|
| Unique (%) | 76.7% |
| Missing | 25 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9815010800241601 |
|---|---|
| Minimum | 0.6 |
| Maximum | 7.155541666666665 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 1.1 |
| Q1 | 1.5 |
| median | 1.8 |
| Q3 | 2.3 |
| 95-th percentile | 3.437666667 |
| Maximum | 7.155541667 |
| Range | 6.555541667 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.728233479 |
|---|---|
| Coefficient of variation (CV) | 0.3675160647 |
| Kurtosis | 3.384316905 |
| Mean | 1.98150108 |
| Median Absolute Deviation (MAD) | 0.5448153776 |
| Skewness | 1.482079688 |
| Sum | 14728.49753 |
| Variance | 0.530324 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.3 | 159 | 2.1% | |
| 1.2 | 149 | 2.0% | |
| 1.7 | 141 | 1.9% | |
| 1.6 | 132 | 1.8% | |
| 1.5 | 131 | 1.8% | |
| 1.4 | 127 | 1.7% | |
| 1.1 | 122 | 1.6% | |
| 1.8 | 106 | 1.4% | |
| 1 | 78 | 1.0% | |
| 2 | 64 | 0.9% | |
| Other values (5689) | 6224 | 83.5% |
| Value | Count | Frequency (%) | |
| 0.6 | 2 | < 0.1% | |
| 0.6057 | 1 | < 0.1% | |
| 0.7 | 10 | 0.1% | |
| 0.7075 | 1 | < 0.1% | |
| 0.74033125 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7.155541667 | 1 | < 0.1% | |
| 6.6434375 | 1 | < 0.1% | |
| 6.6 | 1 | < 0.1% | |
| 6.542354167 | 1 | < 0.1% | |
| 6.354854167 | 1 | < 0.1% |
| Distinct count | 465 |
|---|---|
| Unique (%) | 6.3% |
| Missing | 111 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.621054307880767 |
|---|---|
| Minimum | 1.3 |
| Maximum | 24.44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 1.3 |
|---|---|
| 5-th percentile | 3.4 |
| Q1 | 5.197 |
| median | 7.009 |
| Q3 | 9.409 |
| 95-th percentile | 13.96 |
| Maximum | 24.44 |
| Range | 23.14 |
| Interquartile range (IQR) | 4.212 |
Descriptive statistics
| Standard deviation | 3.329142381 |
|---|---|
| Coefficient of variation (CV) | 0.4368348848 |
| Kurtosis | 1.473044164 |
| Mean | 7.621054308 |
| Median Absolute Deviation (MAD) | 2.589069272 |
| Skewness | 1.064998131 |
| Sum | 55991.886 |
| Variance | 11.08318899 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4.2 | 55 | 0.7% | |
| 3.9 | 52 | 0.7% | |
| 5.589 | 49 | 0.7% | |
| 4 | 49 | 0.7% | |
| 7.549 | 48 | 0.6% | |
| 6.52 | 48 | 0.6% | |
| 4.3 | 47 | 0.6% | |
| 6.569 | 47 | 0.6% | |
| 8.136 | 47 | 0.6% | |
| 6.422 | 46 | 0.6% | |
| Other values (455) | 6859 | 92.0% | |
| (Missing) | 111 | 1.5% |
| Value | Count | Frequency (%) | |
| 1.3 | 1 | < 0.1% | |
| 1.7 | 2 | < 0.1% | |
| 1.9 | 3 | < 0.1% | |
| 2 | 6 | 0.1% | |
| 2.1 | 12 | 0.2% |
| Value | Count | Frequency (%) | |
| 24.44 | 3 | < 0.1% | |
| 23.81 | 1 | < 0.1% | |
| 23.56 | 1 | < 0.1% | |
| 22.39 | 1 | < 0.1% | |
| 22.04 | 1 | < 0.1% |
WR (Grad)
Real number (ℝ≥0)
| Distinct count | 6479 |
|---|---|
| Unique (%) | 87.2% |
| Missing | 25 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 194.12179315242847 |
|---|---|
| Minimum | 2.3 |
| Maximum | 359.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 2.3 |
|---|---|
| 5-th percentile | 66.18533333 |
| Q1 | 153.6408271 |
| median | 211.1354167 |
| Q3 | 234.5395833 |
| 95-th percentile | 274.56625 |
| Maximum | 359.7 |
| Range | 357.4 |
| Interquartile range (IQR) | 80.89875625 |
Descriptive statistics
| Standard deviation | 61.58151953 |
|---|---|
| Coefficient of variation (CV) | 0.3172313553 |
| Kurtosis | 0.2362935507 |
| Mean | 194.1217932 |
| Median Absolute Deviation (MAD) | 49.40653039 |
| Skewness | -0.7245584967 |
| Sum | 1442907.289 |
| Variance | 3792.283548 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 210 | 33 | 0.4% | |
| 211 | 28 | 0.4% | |
| 212 | 25 | 0.3% | |
| 213 | 17 | 0.2% | |
| 217 | 17 | 0.2% | |
| 226 | 16 | 0.2% | |
| 209 | 16 | 0.2% | |
| 215 | 14 | 0.2% | |
| 206 | 12 | 0.2% | |
| 225 | 11 | 0.1% | |
| Other values (6469) | 7244 | 97.1% | |
| (Missing) | 25 | 0.3% |
| Value | Count | Frequency (%) | |
| 2.3 | 1 | < 0.1% | |
| 4.5 | 1 | < 0.1% | |
| 5.3 | 1 | < 0.1% | |
| 5.5 | 1 | < 0.1% | |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 359.7 | 1 | < 0.1% | |
| 357.3 | 1 | < 0.1% | |
| 356.9 | 1 | < 0.1% | |
| 356 | 1 | < 0.1% | |
| 354 | 1 | < 0.1% |
| Distinct count | 1666 |
|---|---|
| Unique (%) | 22.8% |
| Missing | 159 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 984.8181180863924 |
|---|---|
| Minimum | 947.4 |
| Maximum | 1011.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 947.4 |
|---|---|
| 5-th percentile | 970.8 |
| Q1 | 980.5 |
| median | 985.4 |
| Q3 | 989.8 |
| 95-th percentile | 996.68 |
| Maximum | 1011.3 |
| Range | 63.9 |
| Interquartile range (IQR) | 9.3 |
Descriptive statistics
| Standard deviation | 7.769937413 |
|---|---|
| Coefficient of variation (CV) | 0.007889718183 |
| Kurtosis | 0.7318702585 |
| Mean | 984.8181181 |
| Median Absolute Deviation (MAD) | 5.975559739 |
| Skewness | -0.4634104218 |
| Sum | 7188187.444 |
| Variance | 60.37192741 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 986.3 | 48 | 0.6% | |
| 985.2 | 45 | 0.6% | |
| 987.8 | 44 | 0.6% | |
| 984.7 | 42 | 0.6% | |
| 985.3 | 40 | 0.5% | |
| 987.1 | 39 | 0.5% | |
| 988.3 | 39 | 0.5% | |
| 985.4 | 39 | 0.5% | |
| 986.8 | 39 | 0.5% | |
| 988.4 | 38 | 0.5% | |
| Other values (1656) | 6886 | 92.3% | |
| (Missing) | 159 | 2.1% |
| Value | Count | Frequency (%) | |
| 947.4 | 1 | < 0.1% | |
| 949.5 | 1 | < 0.1% | |
| 952.4 | 1 | < 0.1% | |
| 953.4 | 1 | < 0.1% | |
| 953.94 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1011.3 | 1 | < 0.1% | |
| 1008 | 2 | < 0.1% | |
| 1007.75 | 1 | < 0.1% | |
| 1006.11 | 1 | < 0.1% | |
| 1006.03 | 1 | < 0.1% |
| Distinct count | 4515 |
|---|---|
| Unique (%) | 62.0% |
| Missing | 175 |
| Missing (%) | 2.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 127.75841386791159 |
|---|---|
| Minimum | 0.8552 |
| Maximum | 422.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 0.8552 |
|---|---|
| 5-th percentile | 16.031 |
| Q1 | 48.605 |
| median | 110.5 |
| Q3 | 198 |
| 95-th percentile | 290 |
| Maximum | 422.9 |
| Range | 422.0448 |
| Interquartile range (IQR) | 149.395 |
Descriptive statistics
| Standard deviation | 89.6692545 |
|---|---|
| Coefficient of variation (CV) | 0.7018657464 |
| Kurtosis | -0.8825559515 |
| Mean | 127.7584139 |
| Median Absolute Deviation (MAD) | 77.2825953 |
| Skewness | 0.5081094296 |
| Sum | 930464.5282 |
| Variance | 8040.575203 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 114 | 8 | 0.1% | |
| 184.9 | 8 | 0.1% | |
| 139.5 | 7 | 0.1% | |
| 201.8 | 7 | 0.1% | |
| 213.1 | 7 | 0.1% | |
| 251.9 | 7 | 0.1% | |
| 138.5 | 7 | 0.1% | |
| 166.7 | 7 | 0.1% | |
| 120.2 | 7 | 0.1% | |
| 257.7 | 7 | 0.1% | |
| Other values (4505) | 7211 | 96.7% | |
| (Missing) | 175 | 2.3% |
| Value | Count | Frequency (%) | |
| 0.8552 | 1 | < 0.1% | |
| 2.6 | 1 | < 0.1% | |
| 3.483 | 1 | < 0.1% | |
| 3.493 | 1 | < 0.1% | |
| 4.124 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 422.9 | 1 | < 0.1% | |
| 367.2 | 1 | < 0.1% | |
| 364.8 | 1 | < 0.1% | |
| 362.3 | 1 | < 0.1% | |
| 362 | 1 | < 0.1% |
| Distinct count | 4332 |
|---|---|
| Unique (%) | 59.7% |
| Missing | 204 |
| Missing (%) | 2.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.877871932726771 |
|---|---|
| Minimum | 0.62 |
| Maximum | 26.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 0.62 |
|---|---|
| 5-th percentile | 2.25065 |
| Q1 | 3.50025 |
| median | 5.8575 |
| Q3 | 9.485 |
| 95-th percentile | 14.9635 |
| Maximum | 26.5 |
| Range | 25.88 |
| Interquartile range (IQR) | 5.98475 |
Descriptive statistics
| Standard deviation | 4.079768579 |
|---|---|
| Coefficient of variation (CV) | 0.5931730947 |
| Kurtosis | 0.381905409 |
| Mean | 6.877871933 |
| Median Absolute Deviation (MAD) | 3.340482878 |
| Skewness | 0.9412632574 |
| Sum | 49892.083 |
| Variance | 16.64451166 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2.25 | 10 | 0.1% | |
| 0.87 | 10 | 0.1% | |
| 2.35 | 10 | 0.1% | |
| 10.52 | 10 | 0.1% | |
| 3.48 | 9 | 0.1% | |
| 10.22 | 9 | 0.1% | |
| 0.91 | 9 | 0.1% | |
| 10.55 | 9 | 0.1% | |
| 4.46 | 9 | 0.1% | |
| 2.5 | 9 | 0.1% | |
| Other values (4322) | 7160 | 96.0% | |
| (Missing) | 204 | 2.7% |
| Value | Count | Frequency (%) | |
| 0.62 | 1 | < 0.1% | |
| 0.66 | 2 | < 0.1% | |
| 0.7 | 2 | < 0.1% | |
| 0.74 | 4 | 0.1% | |
| 0.78 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 26.5 | 1 | < 0.1% | |
| 24.71 | 1 | < 0.1% | |
| 21.37 | 1 | < 0.1% | |
| 21.22 | 1 | < 0.1% | |
| 21.03 | 2 | < 0.1% |
| Distinct count | 4116 |
|---|---|
| Unique (%) | 56.7% |
| Missing | 205 |
| Missing (%) | 2.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1316872466565559 |
|---|---|
| Minimum | 0.02103 |
| Maximum | 0.6225 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 0.02103 |
|---|---|
| 5-th percentile | 0.030262 |
| Q1 | 0.0481 |
| median | 0.103 |
| Q3 | 0.199 |
| 95-th percentile | 0.315 |
| Maximum | 0.6225 |
| Range | 0.60147 |
| Interquartile range (IQR) | 0.1509 |
Descriptive statistics
| Standard deviation | 0.0955091263 |
|---|---|
| Coefficient of variation (CV) | 0.7252724066 |
| Kurtosis | -0.07544498154 |
| Mean | 0.1316872467 |
| Median Absolute Deviation (MAD) | 0.08033535421 |
| Skewness | 0.8722217162 |
| Sum | 955.1276 |
| Variance | 0.009121993207 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.037 | 27 | 0.4% | |
| 0.032 | 25 | 0.3% | |
| 0.046 | 24 | 0.3% | |
| 0.033 | 24 | 0.3% | |
| 0.039 | 24 | 0.3% | |
| 0.035 | 23 | 0.3% | |
| 0.036 | 22 | 0.3% | |
| 0.038 | 22 | 0.3% | |
| 0.047 | 21 | 0.3% | |
| 0.051 | 21 | 0.3% | |
| Other values (4106) | 7020 | 94.1% | |
| (Missing) | 205 | 2.7% |
| Value | Count | Frequency (%) | |
| 0.02103 | 1 | < 0.1% | |
| 0.02285 | 1 | < 0.1% | |
| 0.02288 | 1 | < 0.1% | |
| 0.023 | 1 | < 0.1% | |
| 0.02308 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.6225 | 1 | < 0.1% | |
| 0.5027 | 1 | < 0.1% | |
| 0.4766 | 1 | < 0.1% | |
| 0.4646 | 1 | < 0.1% | |
| 0.4584 | 1 | < 0.1% |
| Distinct count | 4315 |
|---|---|
| Unique (%) | 64.3% |
| Missing | 748 |
| Missing (%) | 10.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.574590956780924 |
|---|---|
| Minimum | -5.069 |
| Maximum | 345.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | -5.069 |
|---|---|
| 5-th percentile | 1.693 |
| Q1 | 5.05925 |
| median | 10.995 |
| Q3 | 24.9275 |
| 95-th percentile | 71.1325 |
| Maximum | 345.9 |
| Range | 350.969 |
| Interquartile range (IQR) | 19.86825 |
Descriptive statistics
| Standard deviation | 27.21410449 |
|---|---|
| Coefficient of variation (CV) | 1.322704522 |
| Kurtosis | 19.35834748 |
| Mean | 20.57459096 |
| Median Absolute Deviation (MAD) | 17.36586588 |
| Skewness | 3.540919833 |
| Sum | 138055.5053 |
| Variance | 740.6074832 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.6 | 29 | 0.4% | |
| 2.3 | 27 | 0.4% | |
| 1.7 | 25 | 0.3% | |
| 1.8 | 25 | 0.3% | |
| 2.8 | 23 | 0.3% | |
| 1.2 | 23 | 0.3% | |
| 2.1 | 22 | 0.3% | |
| 1.4 | 22 | 0.3% | |
| 3 | 21 | 0.3% | |
| 5.7 | 21 | 0.3% | |
| Other values (4305) | 6472 | 86.8% | |
| (Missing) | 748 | 10.0% |
| Value | Count | Frequency (%) | |
| -5.069 | 1 | < 0.1% | |
| -3.768 | 1 | < 0.1% | |
| -2.708 | 1 | < 0.1% | |
| -2.319 | 1 | < 0.1% | |
| -2.264 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 345.9 | 1 | < 0.1% | |
| 324 | 1 | < 0.1% | |
| 261.5 | 1 | < 0.1% | |
| 258.9 | 1 | < 0.1% | |
| 258 | 1 | < 0.1% |
| Distinct count | 3575 |
|---|---|
| Unique (%) | 53.4% |
| Missing | 761 |
| Missing (%) | 10.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.648299522174106 |
|---|---|
| Minimum | -8.038 |
| Maximum | 138.8 |
| Zeros | 9 |
| Zeros (%) | 0.1% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | -8.038 |
|---|---|
| 5-th percentile | 11.208 |
| Q1 | 21.83 |
| median | 31.25 |
| Q3 | 42.95 |
| 95-th percentile | 63.45 |
| Maximum | 138.8 |
| Range | 146.838 |
| Interquartile range (IQR) | 21.12 |
Descriptive statistics
| Standard deviation | 16.61600421 |
|---|---|
| Coefficient of variation (CV) | 0.4938140842 |
| Kurtosis | 2.067116393 |
| Mean | 33.64829952 |
| Median Absolute Deviation (MAD) | 12.84758919 |
| Skewness | 1.00604148 |
| Sum | 225342.6619 |
| Variance | 276.0915961 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 29.3 | 15 | 0.2% | |
| 22.3 | 14 | 0.2% | |
| 33.7 | 12 | 0.2% | |
| 21.9 | 12 | 0.2% | |
| 14.7 | 11 | 0.1% | |
| 18.1 | 11 | 0.1% | |
| 28.3 | 11 | 0.1% | |
| 32.4 | 11 | 0.1% | |
| 31.4 | 11 | 0.1% | |
| 23.7 | 11 | 0.1% | |
| Other values (3565) | 6578 | 88.2% | |
| (Missing) | 761 | 10.2% |
| Value | Count | Frequency (%) | |
| -8.038 | 1 | < 0.1% | |
| -7.705 | 1 | < 0.1% | |
| -5.251 | 1 | < 0.1% | |
| -5.134 | 1 | < 0.1% | |
| -4.817 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 138.8 | 1 | < 0.1% | |
| 135.6 | 1 | < 0.1% | |
| 132.2 | 1 | < 0.1% | |
| 126.8 | 1 | < 0.1% | |
| 124.6 | 1 | < 0.1% |
| Distinct count | 3870 |
|---|---|
| Unique (%) | 55.6% |
| Missing | 498 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.004280090086205 |
|---|---|
| Minimum | 0.0 |
| Maximum | 99.93 |
| Zeros | 4 |
| Zeros (%) | 0.1% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.91795 |
| Q1 | 11.6 |
| median | 21.24 |
| Q3 | 31.2 |
| 95-th percentile | 50.3905 |
| Maximum | 99.93 |
| Range | 99.93 |
| Interquartile range (IQR) | 19.6 |
Descriptive statistics
| Standard deviation | 14.36667965 |
|---|---|
| Coefficient of variation (CV) | 0.6245220279 |
| Kurtosis | 0.9654737697 |
| Mean | 23.00428009 |
| Median Absolute Deviation (MAD) | 11.29048733 |
| Skewness | 0.8991516157 |
| Sum | 160109.7894 |
| Variance | 206.4014842 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 9.6 | 15 | 0.2% | |
| 16.4 | 14 | 0.2% | |
| 27.1 | 14 | 0.2% | |
| 20.4 | 14 | 0.2% | |
| 9.5 | 13 | 0.2% | |
| 20.9 | 13 | 0.2% | |
| 23 | 13 | 0.2% | |
| 21 | 12 | 0.2% | |
| 9.7 | 12 | 0.2% | |
| 19.9 | 12 | 0.2% | |
| Other values (3860) | 6828 | 91.6% | |
| (Missing) | 498 | 6.7% |
| Value | Count | Frequency (%) | |
| 0 | 4 | 0.1% | |
| 0.003077 | 1 | < 0.1% | |
| 0.01904 | 1 | < 0.1% | |
| 0.0271 | 1 | < 0.1% | |
| 0.03224 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99.93 | 1 | < 0.1% | |
| 96 | 1 | < 0.1% | |
| 92.52 | 1 | < 0.1% | |
| 91.07 | 1 | < 0.1% | |
| 88.02 | 1 | < 0.1% |
| Distinct count | 2685 |
|---|---|
| Unique (%) | 85.6% |
| Missing | 4322 |
| Missing (%) | 58.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.653081485459183 |
|---|---|
| Minimum | -3.913 |
| Maximum | 44.69 |
| Zeros | 40 |
| Zeros (%) | 0.5% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | -3.913 |
|---|---|
| 5-th percentile | -0.28315 |
| Q1 | 1.82375 |
| median | 5.15 |
| Q3 | 10.32 |
| 95-th percentile | 17.755 |
| Maximum | 44.69 |
| Range | 48.603 |
| Interquartile range (IQR) | 8.49625 |
Descriptive statistics
| Standard deviation | 6.241966119 |
|---|---|
| Coefficient of variation (CV) | 0.9382067743 |
| Kurtosis | 2.056363712 |
| Mean | 6.653081485 |
| Median Absolute Deviation (MAD) | 4.938184733 |
| Skewness | 1.19908216 |
| Sum | 20864.06354 |
| Variance | 38.96214104 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 40 | 0.5% | |
| 10.32 | 5 | 0.1% | |
| 10.75 | 4 | 0.1% | |
| 11.18 | 4 | 0.1% | |
| 5.279 | 4 | 0.1% | |
| 13.83 | 4 | 0.1% | |
| 10.62 | 4 | 0.1% | |
| 14.92 | 4 | 0.1% | |
| 10.78 | 4 | 0.1% | |
| 16.86 | 4 | 0.1% | |
| Other values (2675) | 3059 | 41.0% | |
| (Missing) | 4322 | 58.0% |
| Value | Count | Frequency (%) | |
| -3.913 | 1 | < 0.1% | |
| -3.908 | 1 | < 0.1% | |
| -3.891 | 1 | < 0.1% | |
| -3.8 | 1 | < 0.1% | |
| -3.796 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 44.69 | 1 | < 0.1% | |
| 40.62 | 1 | < 0.1% | |
| 37.69 | 1 | < 0.1% | |
| 37.22 | 1 | < 0.1% | |
| 35.97 | 1 | < 0.1% |
| Distinct count | 1193 |
|---|---|
| Unique (%) | 93.4% |
| Missing | 6181 |
| Missing (%) | 82.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.39035426781519184 |
|---|---|
| Minimum | 0.02383 |
| Maximum | 2.984 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 0.02383 |
|---|---|
| 5-th percentile | 0.051368 |
| Q1 | 0.1065 |
| median | 0.2125 |
| Q3 | 0.5991 |
| 95-th percentile | 1.1842 |
| Maximum | 2.984 |
| Range | 2.96017 |
| Interquartile range (IQR) | 0.4926 |
Descriptive statistics
| Standard deviation | 0.3864377315 |
|---|---|
| Coefficient of variation (CV) | 0.9899667132 |
| Kurtosis | 2.31151345 |
| Mean | 0.3903542678 |
| Median Absolute Deviation (MAD) | 0.3116974906 |
| Skewness | 1.459256299 |
| Sum | 498.4824 |
| Variance | 0.1493341203 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.1054 | 5 | 0.1% | |
| 0.1286 | 4 | 0.1% | |
| 1.119 | 3 | < 0.1% | |
| 0.1319 | 3 | < 0.1% | |
| 0.1111 | 3 | < 0.1% | |
| 1.131 | 3 | < 0.1% | |
| 1.037 | 3 | < 0.1% | |
| 0.1551 | 3 | < 0.1% | |
| 0.2348 | 3 | < 0.1% | |
| 0.1365 | 2 | < 0.1% | |
| Other values (1183) | 1245 | 16.7% | |
| (Missing) | 6181 | 82.9% |
| Value | Count | Frequency (%) | |
| 0.02383 | 1 | < 0.1% | |
| 0.02447 | 1 | < 0.1% | |
| 0.02622 | 1 | < 0.1% | |
| 0.02643 | 1 | < 0.1% | |
| 0.02885 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2.984 | 1 | < 0.1% | |
| 2.425 | 1 | < 0.1% | |
| 2.112 | 1 | < 0.1% | |
| 1.678 | 1 | < 0.1% | |
| 1.564 | 1 | < 0.1% |
| Distinct count | 1523 |
|---|---|
| Unique (%) | 21.9% |
| Missing | 489 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.430604021667384 |
|---|---|
| Minimum | 0.0 |
| Maximum | 51.1 |
| Zeros | 3065 |
| Zeros (%) | 41.1% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.04 |
| Q3 | 1.16 |
| 95-th percentile | 7.8 |
| Maximum | 51.1 |
| Range | 51.1 |
| Interquartile range (IQR) | 1.16 |
Descriptive statistics
| Standard deviation | 3.433907469 |
|---|---|
| Coefficient of variation (CV) | 2.400320017 |
| Kurtosis | 31.68469001 |
| Mean | 1.430604022 |
| Median Absolute Deviation (MAD) | 1.972600481 |
| Skewness | 4.617354949 |
| Sum | 9969.879427 |
| Variance | 11.79172051 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 3065 | 41.1% | |
| 0.01 | 97 | 1.3% | |
| 0.02 | 82 | 1.1% | |
| 0.05 | 78 | 1.0% | |
| 0.1 | 77 | 1.0% | |
| 0.03 | 68 | 0.9% | |
| 0.04 | 62 | 0.8% | |
| 0.07 | 50 | 0.7% | |
| 0.06 | 50 | 0.7% | |
| 0.11 | 43 | 0.6% | |
| Other values (1513) | 3297 | 44.2% | |
| (Missing) | 489 | 6.6% |
| Value | Count | Frequency (%) | |
| 0 | 3065 | 41.1% | |
| 0.003 | 1 | < 0.1% | |
| 0.004 | 3 | < 0.1% | |
| 0.005 | 33 | 0.4% | |
| 0.009 | 8 | 0.1% |
| Value | Count | Frequency (%) | |
| 51.1 | 1 | < 0.1% | |
| 43.8 | 1 | < 0.1% | |
| 40.81 | 1 | < 0.1% | |
| 37.26 | 1 | < 0.1% | |
| 35.68 | 1 | < 0.1% |
| Distinct count | 5121 |
|---|---|
| Unique (%) | 76.1% |
| Missing | 731 |
| Missing (%) | 9.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.176040228928194 |
|---|---|
| Minimum | -501.0 |
| Maximum | 1079.0 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | -501 |
|---|---|
| 5-th percentile | -29.942 |
| Q1 | -6.274 |
| median | 23.09 |
| Q3 | 73.195 |
| 95-th percentile | 138.4 |
| Maximum | 1079 |
| Range | 1580 |
| Interquartile range (IQR) | 79.469 |
Descriptive statistics
| Standard deviation | 64.05212081 |
|---|---|
| Coefficient of variation (CV) | 1.820901966 |
| Kurtosis | 26.50241731 |
| Mean | 35.17604023 |
| Median Absolute Deviation (MAD) | 46.95859745 |
| Skewness | 0.8730035856 |
| Sum | 236629.2226 |
| Variance | 4102.67418 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 103.3 | 13 | 0.2% | |
| -17.4 | 7 | 0.1% | |
| -21.9 | 7 | 0.1% | |
| -20.5 | 6 | 0.1% | |
| 0.6 | 6 | 0.1% | |
| -20.3 | 6 | 0.1% | |
| -4.9 | 6 | 0.1% | |
| -13.4 | 6 | 0.1% | |
| -10.8 | 6 | 0.1% | |
| 1.6 | 5 | 0.1% | |
| Other values (5111) | 6659 | 89.3% | |
| (Missing) | 731 | 9.8% |
| Value | Count | Frequency (%) | |
| -501 | 3 | < 0.1% | |
| -484.3 | 1 | < 0.1% | |
| -481.6 | 1 | < 0.1% | |
| -478.6 | 1 | < 0.1% | |
| -435.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1079 | 1 | < 0.1% | |
| 973.8 | 1 | < 0.1% | |
| 739 | 1 | < 0.1% | |
| 601.6 | 1 | < 0.1% | |
| 346 | 1 | < 0.1% |
| Distinct count | 2870 |
|---|---|
| Unique (%) | 49.1% |
| Missing | 1615 |
| Missing (%) | 21.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.300020818654115 |
|---|---|
| Minimum | -64.06 |
| Maximum | 211.7 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | -64.06 |
|---|---|
| 5-th percentile | 6.8847 |
| Q1 | 12.57 |
| median | 18.11 |
| Q3 | 25.365 |
| 95-th percentile | 40.03 |
| Maximum | 211.7 |
| Range | 275.76 |
| Interquartile range (IQR) | 12.795 |
Descriptive statistics
| Standard deviation | 11.86532013 |
|---|---|
| Coefficient of variation (CV) | 0.5844979292 |
| Kurtosis | 28.09428994 |
| Mean | 20.30002082 |
| Median Absolute Deviation (MAD) | 8.376903426 |
| Skewness | 2.896830238 |
| Sum | 118613.0216 |
| Variance | 140.7858218 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 15.2 | 14 | 0.2% | |
| 11.4 | 14 | 0.2% | |
| 13.9 | 13 | 0.2% | |
| 16.9 | 13 | 0.2% | |
| 12.8 | 12 | 0.2% | |
| 7.3 | 12 | 0.2% | |
| 10.7 | 12 | 0.2% | |
| 6 | 11 | 0.1% | |
| 8.3 | 11 | 0.1% | |
| 10.8 | 11 | 0.1% | |
| Other values (2860) | 5720 | 76.7% | |
| (Missing) | 1615 | 21.7% |
| Value | Count | Frequency (%) | |
| -64.06 | 1 | < 0.1% | |
| -25.19 | 1 | < 0.1% | |
| -4.315 | 1 | < 0.1% | |
| -1.308 | 1 | < 0.1% | |
| 0 | 5 | 0.1% |
| Value | Count | Frequency (%) | |
| 211.7 | 1 | < 0.1% | |
| 202.4591667 | 1 | < 0.1% | |
| 157.2 | 1 | < 0.1% | |
| 98.58 | 1 | < 0.1% | |
| 96.11 | 1 | < 0.1% |
| Distinct count | 659 |
|---|---|
| Unique (%) | 45.4% |
| Missing | 6007 |
| Missing (%) | 80.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.529251221523829 |
|---|---|
| Minimum | 0.0 |
| Maximum | 185.19937500000003 |
| Zeros | 4 |
| Zeros (%) | 0.1% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.5 |
| Q1 | 7.1 |
| median | 10.9 |
| Q3 | 15.65 |
| 95-th percentile | 26.935 |
| Maximum | 185.199375 |
| Range | 185.199375 |
| Interquartile range (IQR) | 8.55 |
Descriptive statistics
| Standard deviation | 8.87528076 |
|---|---|
| Coefficient of variation (CV) | 0.7083648179 |
| Kurtosis | 102.7944955 |
| Mean | 12.52925122 |
| Median Absolute Deviation (MAD) | 5.710807156 |
| Skewness | 6.300967715 |
| Sum | 18179.94352 |
| Variance | 78.77060856 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 10.5 | 14 | 0.2% | |
| 13.5 | 13 | 0.2% | |
| 5.9 | 12 | 0.2% | |
| 8.5 | 12 | 0.2% | |
| 10.3 | 12 | 0.2% | |
| 10 | 11 | 0.1% | |
| 7 | 11 | 0.1% | |
| 14 | 11 | 0.1% | |
| 8.1 | 11 | 0.1% | |
| 5.6 | 11 | 0.1% | |
| Other values (649) | 1333 | 17.9% | |
| (Missing) | 6007 | 80.5% |
| Value | Count | Frequency (%) | |
| 0 | 4 | 0.1% | |
| 0.3763 | 1 | < 0.1% | |
| 0.4825 | 1 | < 0.1% | |
| 1.5 | 1 | < 0.1% | |
| 1.513 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 185.199375 | 1 | < 0.1% | |
| 87.01 | 1 | < 0.1% | |
| 64.9 | 1 | < 0.1% | |
| 50 | 1 | < 0.1% | |
| 47.5 | 1 | < 0.1% |
| Distinct count | 5459 |
|---|---|
| Unique (%) | 93.4% |
| Missing | 1613 |
| Missing (%) | 21.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73857.71633875107 |
|---|---|
| Minimum | 26533.0 |
| Maximum | 99162.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 116.5 KiB |
Quantile statistics
| Minimum | 26533 |
|---|---|
| 5-th percentile | 45311.8 |
| Q1 | 61707 |
| median | 79446 |
| Q3 | 85504 |
| 95-th percentile | 91677.8 |
| Maximum | 99162 |
| Range | 72629 |
| Interquartile range (IQR) | 23797 |
Descriptive statistics
| Standard deviation | 15191.23389 |
|---|---|
| Coefficient of variation (CV) | 0.2056824207 |
| Kurtosis | -0.5758117759 |
| Mean | 73857.71634 |
| Median Absolute Deviation (MAD) | 12924.22695 |
| Skewness | -0.7474942295 |
| Sum | 431698352 |
| Variance | 230773586.9 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 75847 | 3 | < 0.1% | |
| 86124 | 3 | < 0.1% | |
| 82988 | 3 | < 0.1% | |
| 84056 | 3 | < 0.1% | |
| 92157 | 3 | < 0.1% | |
| 85943 | 3 | < 0.1% | |
| 80800 | 3 | < 0.1% | |
| 87263 | 3 | < 0.1% | |
| 59463 | 3 | < 0.1% | |
| 84621 | 3 | < 0.1% | |
| Other values (5449) | 5815 | 78.0% | |
| (Missing) | 1613 | 21.6% |
| Value | Count | Frequency (%) | |
| 26533 | 1 | < 0.1% | |
| 27946 | 1 | < 0.1% | |
| 28331 | 1 | < 0.1% | |
| 29193 | 1 | < 0.1% | |
| 29235 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99162 | 1 | < 0.1% | |
| 99010 | 1 | < 0.1% | |
| 98772 | 1 | < 0.1% | |
| 98722 | 1 | < 0.1% | |
| 98505 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| Datum | Temp. (°C) | Temp. (°C).1 | Temp. (°C).2 | Feuchte (%) | WG (m/s) | WG (m/s).1 | WR (Grad) | Druck (hPa) | Globalstr. (W/m²) | UVA-Str. (W/m²) | UVB-Str. (W/m²) | NO (µg/m³) | NO2 (µg/m³) | O3 (µg/m³) | SO2 (µg/m³) | CO (mg/m³) | Niederschlag (l/m²) | Str.-Bilanz (W/m²) | PM10 (µg/m³) | PM2.5 (µg/m³) | KFZ_ges | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2000-01-01 | 3.718 | 5.700 | 2.1380 | 86.83 | 1.959896 | 7.450 | 234.922917 | 991.8 | NaN | 2.626 | 0.03100 | NaN | NaN | 13.600 | 10.380 | 0.9109 | NaN | NaN | NaN | NaN | NaN |
| 1 | 2000-01-02 | 3.848 | 6.706 | 1.2990 | 90.69 | 2.172913 | 7.891 | 222.511250 | 996.9 | NaN | 4.069 | 0.04113 | NaN | NaN | 16.910 | 10.740 | 0.8870 | NaN | NaN | NaN | NaN | NaN |
| 2 | 2000-01-03 | 1.463 | 2.706 | 0.4088 | 88.48 | 2.295208 | 6.030 | 220.181250 | 996.2 | NaN | 2.396 | 0.02885 | NaN | NaN | 15.400 | 10.290 | 0.8394 | NaN | NaN | NaN | NaN | NaN |
| 3 | 2000-01-04 | 4.934 | 7.747 | 0.8828 | 77.37 | 3.574979 | 9.703 | 220.885417 | 989.9 | NaN | 3.037 | 0.03510 | NaN | NaN | 22.430 | 13.420 | 0.7822 | NaN | NaN | NaN | NaN | NaN |
| 4 | 2000-01-05 | 6.917 | 10.070 | 2.0340 | 83.52 | 2.237208 | 9.115 | 220.554167 | 989.7 | NaN | 2.964 | 0.03395 | NaN | NaN | 16.030 | 14.270 | 1.1890 | NaN | NaN | NaN | NaN | NaN |
| 5 | 2000-01-06 | 3.944 | 7.945 | 0.8516 | 86.45 | 1.998296 | 7.156 | 208.717500 | 989.0 | NaN | 3.854 | 0.03859 | NaN | NaN | 12.570 | 13.320 | 0.9006 | NaN | NaN | NaN | NaN | NaN |
| 6 | 2000-01-07 | 6.306 | 7.852 | 4.9660 | 82.76 | 1.719435 | 8.038 | 195.322708 | 991.4 | NaN | 2.293 | 0.02927 | NaN | NaN | 11.490 | 15.920 | 1.3520 | NaN | NaN | NaN | NaN | NaN |
| 7 | 2000-01-08 | 6.682 | 9.122 | 3.6900 | 75.84 | 1.745744 | 5.883 | 215.767708 | 990.1 | NaN | 3.912 | 0.04089 | NaN | NaN | 11.800 | 17.570 | 1.1640 | NaN | NaN | NaN | NaN | NaN |
| 8 | 2000-01-09 | 5.739 | 6.617 | 4.7320 | 94.12 | 1.412940 | 4.512 | 126.481667 | 989.9 | NaN | 2.133 | 0.02831 | NaN | NaN | 11.570 | 9.686 | 1.1690 | NaN | NaN | NaN | NaN | NaN |
| 9 | 2000-01-10 | 3.230 | 5.164 | 1.7940 | 95.03 | 1.963119 | 5.246 | 184.978396 | 997.9 | NaN | 1.917 | 0.02588 | NaN | NaN | 9.788 | 11.210 | 1.0140 | NaN | NaN | NaN | NaN | NaN |
Last rows
| Datum | Temp. (°C) | Temp. (°C).1 | Temp. (°C).2 | Feuchte (%) | WG (m/s) | WG (m/s).1 | WR (Grad) | Druck (hPa) | Globalstr. (W/m²) | UVA-Str. (W/m²) | UVB-Str. (W/m²) | NO (µg/m³) | NO2 (µg/m³) | O3 (µg/m³) | SO2 (µg/m³) | CO (mg/m³) | Niederschlag (l/m²) | Str.-Bilanz (W/m²) | PM10 (µg/m³) | PM2.5 (µg/m³) | KFZ_ges | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7448 | 2020-05-23 | 15.3 | 21.2 | 10.0 | 74.0 | 1.9 | 4.7 | 232.0 | 992.96 | 54.3 | 3.71 | 0.079 | 2.0 | 15.3 | NaN | NaN | NaN | 6.0 | -8.4 | NaN | NaN | NaN |
| 7449 | 2020-05-24 | 14.8 | 19.4 | 9.8 | 57.3 | 3.2 | 7.6 | 265.0 | 998.64 | 238.2 | 11.13 | 0.225 | 1.1 | 8.6 | NaN | NaN | NaN | 0.0 | 147.3 | NaN | NaN | NaN |
| 7450 | 2020-05-25 | 16.3 | 20.3 | 12.2 | 58.8 | 2.2 | 7.8 | 237.0 | 1000.06 | 177.7 | 8.83 | 0.194 | 1.8 | 14.1 | NaN | NaN | NaN | 0.0 | 105.5 | NaN | NaN | NaN |
| 7451 | 2020-05-26 | 16.1 | 21.1 | 9.9 | 54.6 | 1.8 | 4.8 | 187.0 | 1001.18 | 246.3 | 10.71 | 0.237 | 5.7 | 21.1 | NaN | NaN | NaN | 0.0 | 124.3 | NaN | NaN | NaN |
| 7452 | 2020-05-27 | 17.3 | 24.1 | 8.9 | 48.3 | 1.7 | 5.1 | 212.0 | 1000.09 | 282.1 | 12.25 | 0.277 | 6.1 | 21.7 | NaN | NaN | NaN | 0.0 | 146.8 | NaN | NaN | NaN |
| 7453 | 2020-05-28 | 17.3 | 21.8 | 12.4 | 48.9 | 2.4 | 6.1 | 28.0 | 996.45 | 235.7 | 10.79 | 0.227 | 4.2 | 23.5 | NaN | NaN | NaN | 0.0 | 136.1 | NaN | NaN | NaN |
| 7454 | 2020-05-29 | 16.2 | 21.2 | 9.4 | 44.8 | 2.2 | 5.6 | 129.0 | 993.43 | 237.9 | 10.32 | 0.217 | 2.8 | 18.7 | NaN | NaN | NaN | 0.0 | 105.5 | NaN | NaN | NaN |
| 7455 | 2020-05-30 | 15.9 | 20.6 | 9.3 | 47.4 | 2.4 | 7.1 | 27.0 | 989.46 | 215.4 | 9.61 | 0.205 | 2.4 | 18.4 | NaN | NaN | NaN | 0.0 | 104.9 | NaN | NaN | NaN |
| 7456 | 2020-05-31 | 16.7 | 21.9 | 10.4 | 42.7 | 2.0 | 5.3 | 61.0 | 988.27 | 258.8 | 11.50 | 0.256 | 1.6 | 13.0 | NaN | NaN | NaN | 0.0 | 131.8 | NaN | NaN | NaN |
| 7457 | 2016-01-29 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 94073.0 |